Adaptive Processing of Brain Signals (Hardcover)
暫譯: 腦信號的自適應處理 (精裝版)
Saeid Sanei
- 出版商: Wiley
- 出版日期: 2013-07-15
- 售價: $3,980
- 貴賓價: 9.5 折 $3,781
- 語言: 英文
- 頁數: 468
- 裝訂: Hardcover
- ISBN: 0470686138
- ISBN-13: 9780470686133
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相關分類:
數位訊號處理 Dsp
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商品描述
In this book, the field of adaptive learning and processing is extended to arguably one of its most important contexts which is the understanding and analysis of brain signals. No attempt is made to comment on physiological aspects of brain activity; instead, signal processing methods are developed and used to assist clinical findings. Recent developments in detection, estimation and separation of diagnostic cues from different modality neuroimaging systems are discussed.
These include constrained nonlinear signal processing techniques which incorporate sparsity, nonstationarity, multimodal data, and multiway techniques.
Key features:
- Covers advanced and adaptive signal processing techniques for the processing of electroencephalography (EEG) and magneto-encephalography (MEG) signals, and their correlation to the corresponding functional magnetic resonance imaging (fMRI)
- Provides advanced tools for the detection, monitoring, separation, localising and understanding of functional, anatomical, and physiological abnormalities of the brain
- Puts a major emphasis on brain dynamics and how this can be evaluated for the assessment of brain activity in various states such as for brain-computer interfacing emotions and mental fatigue analysis
- Focuses on multimodal and multiway adaptive processing of brain signals, the new direction of brain signal research
商品描述(中文翻譯)
在本書中,自適應學習和處理的領域擴展到其最重要的背景之一,即理解和分析腦信號。並未對腦活動的生理方面進行評論;相反,開發並使用信號處理方法來輔助臨床發現。討論了從不同模態神經影像系統中檢測、估計和分離診斷線索的最新進展。
這些包括納入稀疏性、非平穩性、多模態數據和多路徑技術的約束非線性信號處理技術。
主要特點:
- 涵蓋電腦斷層掃描(EEG)和磁腦電圖(MEG)信號的先進和自適應信號處理技術,以及它們與相應功能性磁共振成像(fMRI)的相關性
- 提供檢測、監測、分離、定位和理解腦部功能、解剖和生理異常的先進工具
- 強調腦動態及其如何評估腦活動在各種狀態下的評估,例如腦-電腦介面情緒和心理疲勞分析
- 專注於腦信號的多模態和多路徑自適應處理,這是腦信號研究的新方向
